Association of fractal geometry and data augmentation through GANs and XAI for classification of histology images (2025)
- Authors:
- Autor USP: ROBERTO, GUILHERME FREIRE - ICMC
- Unidade: ICMC
- DOI: 10.5220/0013280200003929
- Subjects: REDES NEURAIS; RECONHECIMENTO DE IMAGEM; FRACTAIS; HISTOLOGIA
- Keywords: Generative Adversarial Networks; Explainable Artificial Intelligence; Handcrafted Fractal Features; Histology Images
- Agências de fomento:
- Language: Inglês
- Imprenta:
- Publisher: SciTePress
- Publisher place: Setúbal
- Date published: 2025
- Source:
- Título: Proceedings
- ISSN: 2184-4992
- Conference titles: International Conference on Enterprise Information Systems - ICEIS
- Este periódico é de assinatura
- Este artigo NÃO é de acesso aberto
- Cor do Acesso Aberto: closed
-
ABNT
BORGUE, Vinicius Augusto Toreli et al. Association of fractal geometry and data augmentation through GANs and XAI for classification of histology images. 2025, Anais.. Setúbal: SciTePress, 2025. Disponível em: https://doi.org/10.5220/0013280200003929. Acesso em: 02 jan. 2026. -
APA
Borgue, V. A. T., Garcia, B. L. de O., Pelicano Junior, S. A., Roberto, G. F., Rozendo, G. B., Neves, L. A., et al. (2025). Association of fractal geometry and data augmentation through GANs and XAI for classification of histology images. In Proceedings. Setúbal: SciTePress. doi:10.5220/0013280200003929 -
NLM
Borgue VAT, Garcia BL de O, Pelicano Junior SA, Roberto GF, Rozendo GB, Neves LA, Martins AS, Tosta TAA, Nascimento MZ do. Association of fractal geometry and data augmentation through GANs and XAI for classification of histology images [Internet]. Proceedings. 2025 ;[citado 2026 jan. 02 ] Available from: https://doi.org/10.5220/0013280200003929 -
Vancouver
Borgue VAT, Garcia BL de O, Pelicano Junior SA, Roberto GF, Rozendo GB, Neves LA, Martins AS, Tosta TAA, Nascimento MZ do. Association of fractal geometry and data augmentation through GANs and XAI for classification of histology images [Internet]. Proceedings. 2025 ;[citado 2026 jan. 02 ] Available from: https://doi.org/10.5220/0013280200003929 - Percolation features: an approach for evaluating fractal properties in colour images
- Classification of H&E images via CNN models with XAI approaches, deepdream representations and multiple classifiers
- Convolutional neural networks enriched by handcrafted attributes (Enriched-CNN): an innovative approach to pattern recognition in histological images
Informações sobre o DOI: 10.5220/0013280200003929 (Fonte: oaDOI API)
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